A Framework and Benchmark for Deep Batch Active Learning for Regression

David Holzmüller, Viktor Zaverkin, Johannes Kästner +1

The acquisition of labels for supervised learning can be expensive. To improve the sample efficiency of neural network regression, we study active learning methods that adaptively…